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The probability estimate of the defects of the asynchronous motors based on the complex method of diagnostics

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Published under licence by IOP Publishing Ltd
, , Citation Yu L Zhukovskiy et al 2017 IOP Conf. Ser.: Earth Environ. Sci. 87 032055 DOI 10.1088/1755-1315/87/3/032055

1755-1315/87/3/032055

Abstract

This article is devoted to the development of a method for probability estimate of failure of an asynchronous motor as a part of electric drive with a frequency converter. The proposed method is based on a comprehensive method of diagnostics of vibration and electrical characteristics that take into account the quality of the supply network and the operating conditions. The developed diagnostic system allows to increase the accuracy and quality of diagnoses by determining the probability of failure-free operation of the electromechanical equipment, when the parameters deviate from the norm. This system uses an artificial neural networks (ANNs). The results of the system for estimator the technical condition are probability diagrams of the technical state and quantitative evaluation of the defects of the asynchronous motor and its components.

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10.1088/1755-1315/87/3/032055